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+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "%load_ext autoreload\n",
+ "%autoreload 2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\"\"\"From 'Unitary bounds of astrophysical neutrinos' DOI 10.1103/PhysRevD.98.123023\"\"\"\n",
+ "import sys\n",
+ "sys.path.extend(['.', '..'])\n",
+ "\n",
+ "import numpy as np\n",
+ "import matplotlib as mpl\n",
+ "from matplotlib import rc\n",
+ "rc('text', usetex='True')\n",
+ "import matplotlib.pyplot as plt\n",
+ "from matplotlib.patches import Circle, Rectangle, Wedge\n",
+ "import matplotlib.colors as mcolors\n",
+ "from matplotlib.legend_handler import HandlerPatch\n",
+ "plt.style.use('./paper.mplstyle')\n",
+ "\n",
+ "mpl.rcParams['text.latex.preamble'] = [\n",
+ " r'\\usepackage{amsmath}',\n",
+ " r'\\usepackage{amssymb}',\n",
+ " r'\\usepackage{accents}',\n",
+ " r'\\DeclareSymbolFont{matha}{OML}{txmi}{m}{it}',\n",
+ " r'\\DeclareMathSymbol{\\nu}{\\mathord}{matha}{118}']\n",
+ "mpl.rcParams['text.latex.unicode'] = True\n",
+ "\n",
+ "import shapely.geometry as sg\n",
+ "import shapely.ops as so\n",
+ "\n",
+ "import warnings\n",
+ "with warnings.catch_warnings():\n",
+ " import ternary\n",
+ "\n",
+ " warnings.simplefilter(\"ignore\")\n",
+ " from utils import fr as fr_utils\n",
+ " from utils import plot as plot_utils\n",
+ "\n",
+ "from unitarity import calc_unitarity_bounds\n",
+ " \n",
+ "tRed = list(np.array([226,101,95]) / 255.)\n",
+ "tBlue = list(np.array([96,149,201]) / 255.)\n",
+ "tGreen = list(np.array([170,196,109]) / 255.)\n",
+ "grey = list(mcolors.to_rgb('grey'))\n",
+ "nbins = 25\n",
+ "fontsize = 23"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "f_s_120 = fr_utils.normalise_fr((1, 2, 0))\n",
+ "f_s_010 = fr_utils.normalise_fr((0, 1, 0))\n",
+ "f_s_100 = fr_utils.normalise_fr((1, 0, 0))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "n_samples = 1000\n",
+ "f_m_120 = calc_unitarity_bounds(f_s_120, n_samples)\n",
+ "f_m_010 = calc_unitarity_bounds(f_s_010, n_samples)\n",
+ "f_m_100 = calc_unitarity_bounds(f_s_100, n_samples)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.legend.Legend at 0x7f24e1534210>"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/font_manager.py:1331: UserWarning: findfont: Font family [u'serif'] not found. Falling back to DejaVu Sans\n",
+ " (prop.get_family(), self.defaultFamily[fontext]))\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 864x864 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Figure\n",
+ "fig = plt.figure(figsize=(12, 12))\n",
+ "\n",
+ "# Axis\n",
+ "ax = fig.add_subplot(111)\n",
+ "#ax_labels = [r'$f_{e,\\oplus}$', r'$f_{\\mu,\\oplus}$', r'$f_{\\tau,\\oplus}$']\n",
+ "ax_labels = [r'$\\nu_e\\:\\:{\\rm fraction}\\:\\left( f_{e,\\oplus}\\right)$',\n",
+ " r'$\\nu_\\mu\\:\\:{\\rm fraction}\\:\\left( f_{\\mu,\\oplus}\\right)$',\n",
+ " r'$\\nu_\\tau\\:\\:{\\rm fraction}\\:\\left( f_{\\tau,\\oplus}\\right)$']\n",
+ "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels, rot_ax_labels=True)\n",
+ "\n",
+ "# Plot scatter\n",
+ "tax.scatter([f_s_120*nbins], marker='o', s=350, facecolors=tRed,\n",
+ " edgecolors='k', linewidth=2.3, zorder=10,\n",
+ " label=r'$(1:2:0\\smash{)_{\\rm S}}$')\n",
+ "tax.scatter([f_s_010*nbins], marker='s', s=350, facecolors=tGreen,\n",
+ " edgecolors='k', linewidth=2.3, zorder=10,\n",
+ " label=r'$(0:1:0\\smash{)_{\\rm S}}$')\n",
+ "tax.scatter([f_s_100*nbins], marker='^', s=350, facecolors=tBlue,\n",
+ " edgecolors='k', linewidth=2.3, zorder=10,\n",
+ " label=r'$(1:0:0\\smash{)_{\\rm S}}$')\n",
+ "\n",
+ "# Plot fill\n",
+ "for f_m, col in reversed(zip((f_m_120, f_m_010, f_m_100), (tRed, tGreen, tBlue))):\n",
+ " plot_utils.tax_fill(\n",
+ " ax=ax,\n",
+ " points=f_m,\n",
+ " nbins=nbins,\n",
+ " linewidth = 3,\n",
+ " facecolor = col+[0.4],\n",
+ " edgecolor = col,\n",
+ " zorder = 5\n",
+ " )\n",
+ "\n",
+ "# Legend\n",
+ "l_size = fontsize\n",
+ "legend = plt.legend(loc=(0.7, 0.75), title=r'Source composition',\n",
+ " fontsize=l_size, prop={'size': fontsize})\n",
+ "plt.setp(legend.get_title(), fontsize=l_size)\n",
+ "ax.add_artist(legend)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "p1 = sg.Polygon(map(plot_utils.project, f_m_010))\n",
+ "p2 = sg.Polygon(map(plot_utils.project, f_m_100))\n",
+ "c = so.cascaded_union([p1,p2])\n",
+ "f_m_x = np.array(map(lambda x: plot_utils.project_toflavour(x, nbins), zip(*c.exterior.xy)))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 864x864 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Figure\n",
+ "fig = plt.figure(figsize=(12, 12))\n",
+ "\n",
+ "# Axis\n",
+ "ax = fig.add_subplot(111)\n",
+ "#ax_labels = [r'$f_{e,\\oplus}$', r'$f_{\\mu,\\oplus}$', r'$f_{\\tau,\\oplus}$']\n",
+ "ax_labels = [r'$\\nu_e\\:\\:{\\rm fraction}\\:\\left( f_{e,\\oplus}\\right)$',\n",
+ " r'$\\nu_\\mu\\:\\:{\\rm fraction}\\:\\left( f_{\\mu,\\oplus}\\right)$',\n",
+ " r'$\\nu_\\tau\\:\\:{\\rm fraction}\\:\\left( f_{\\tau,\\oplus}\\right)$']\n",
+ "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels, rot_ax_labels=True)\n",
+ "\n",
+ "# Plot fill\n",
+ "for f_m, col in reversed(zip((f_m_120, f_m_x), (tRed, grey))):\n",
+ " plot_utils.tax_fill(\n",
+ " ax=ax,\n",
+ " points=f_m,\n",
+ " nbins=nbins,\n",
+ " linewidth = 3,\n",
+ " facecolor = col+[0.4],\n",
+ " edgecolor = col,\n",
+ " zorder = 4\n",
+ " )"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 2",
+ "language": "python",
+ "name": "python2"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 2
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython2",
+ "version": "2.7.15"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}